CS 229 projects, Fall 2018 edition

Defending Against Adversarial Attacks on Facial Recognition Models

Theory & Reinforcement Learning

Michael Karr, Andrew Milich

[report] [poster]

Generating Target-oriented Regulatory Sequence

Life Sciences

Nic Fishman

[report] [poster]

The Bank is Open: AI in Sports Gambling

Athletics & Sensing Devices

Alexandre Bucquet, Vishnu Sarukkai

[report] [poster]

High Accuracy Flight State Identification of a Self-Sensing Wing via Machine Learning Approaches

Athletics & Sensing Devices

Zhe Huang, Cheng Liu, Hongyi Zhao

[report] [poster]

Classifying Human Activity Using Sensor Data

Athletics & Sensing Devices

Zachary Blum, Aristos Athens, Navjot Singh

[report] [poster]

Neural Network for Detecting Head Impacts from Kinematic Data

Athletics & Sensing Devices

Alissa Ling, Nicholas Gaudio, Michael Fanton

[report] [poster]

Predicting Metabolic Cost During Human-in-the-Loop Optimization

Athletics & Sensing Devices

Eley Ng, Erez Krimsky

[report] [poster]

Autonomous Computer Vision Based Human-Following Robot

Athletics & Sensing Devices

Akshay Gupta, Nick Gloria

[report] [poster]

Colatron: End-to-end speech synthesis

Audio & Music

Xiao Wang, Yahan Yang, Ye Li

[report] [poster]

HitPredict: Predicting Billboard Hits Using Spotify Data

Audio & Music

Nicholas Burton, Marcella Suta, Elena Georgieva

[report] [poster]

Generating music with Machine Learning

Audio & Music

David Kang, Simen Ringdahl, Jung Young Kim

[report] [poster]

Music Classification through CNN and Classical Algorithms

Audio & Music

Jialun Zhang, Siqi Xue

[report] [poster]

Latent Feature Extraction for Musical Genres

Audio & Music

Vrinda Vasavada, Woody Wang, Arjun Sawhney

[report] [poster]

Classifying Music by Genre

Audio & Music

Derek Huang, Eli Pugh, Arianna Serafini

[report] [poster]

Training a Playlist Curator Based on User Taste

Audio & Music

Amel Awadelkarim, Kevin Coelho

[report] [poster]

Investigation of bridge performance under various earthquakes with knowledge of machine learning

Civil Engineering

Ziyang Jiang, Xiao Zhang

[report] [poster]

Automated Identification of Gait Abnormalities

Computer Vision

Adam Gotlin, Apurva Pancholi, Umang Agarwal

[report] [poster]

Drawing: A New Way To Search

Computer Vision

Nguyet Minh Phu, Connie Xiao, Jervis Muindi

[report] [poster]

U-NoIT

Computer Vision

John Chuter, Manuel Nieves, Geoffrey Bakker

[report] [poster]

Classifying Adolescent Excessive Alcohol Drinkers from fMRI Data

Computer Vision

Yong-hun Kim, Cindy Liu, Joseph Noh

[report] [poster]

Structural Damage Recognition

Computer Vision

Minnie Ho, Jorge Troncoso

[report] [poster]

Comparison of Machine Learning Techniques for Artist Identification

Computer Vision

Andrew Deng, Jennie Chen

[report] [poster]

A Method for Removing Facial Features

Computer Vision

Boning Zheng, Meixian Zhu, Jing Bo Yang

[report] [poster]

Generative Neural Network Based Image Compression

Computer Vision

Emine Meltem Tolunay, Ahmad Ghalayini

[report] [poster]

Autonomous R/C Car Behavioral Cloning Optimization

Computer Vision

Joon Jung

[report] [poster]

Improving Robustness of Semantic Segmentation Models with Style Normalization

Computer Vision

Felix Wang, Evani Radiya-Dixit, Andrew Tierno

[report] [poster]

SongNet: Real-time Music Classification

Computer Vision

Yue Zhang, Chi Zhang, Chen Chen

[report] [poster]

Pneumonia Diagnosis Detection and Localization

Computer Vision

Mars Huang, Medi Monam, Emanuel Cortes

[report] [poster]

Airbus Ship Detection

Computer Vision

Ying Chen, Junwen Zheng, Zhengqing Zhou

[report] [poster]

Image-caption retrieval

Computer Vision

Giacomo Lamberti, Junyang Qian

[report] [poster]

Real-time Detailed Video Analysis of Fruit Flies

Computer Vision

Steven Herbst

[report] [poster]

Amazon Inventory Reconcilation using AI

Computer Vision

Nutchapol Dendumrongsup, Sravan Sripada, Pablo Bertorello

[report] [poster]

Deep Queue Learning: A Quest to Optimize Office Hours

Education

Avoy Datta, Dian Ang Yap, Zheng Yan

[report] [poster]

Lending Club P2P Loan Default Prediction

Finance & Commerce

Peiqian Li, Gao Han

[report] [poster]

A Proximity-Based Early Warning System for Gentrification in California

Finance & Commerce

Aakash Pattabi

[report] [poster]

Are stock investors "educated" in the right direction?

Finance & Commerce

Yilun Xu, Chris Wang, Qingyang Wang

[report] [poster]

Foreign Exchange Forecasting via Machine Learning

Finance & Commerce

Christian Gonzalez Rojas, Molly Herman

[report] [poster]

Kaggle Competition 2sigma - Using News to Predict Stock Movements

Finance & Commerce

Barthold Albrecht (bholdia), Yanzhuo Wang (yzw), Xiaofang Zhu (zhuxf)

[report] [poster]

Zestimate Bazinga

Finance & Commerce

Andrey Koch, Lucas Lemanowicz, Marina K Peremyslova

[report] [poster]

Machine Learning Prediction of Companies’ Business Success

Finance & Commerce

Chenchen Pan, Yuan Gao, Yuzi Luo

[report] [poster]

Predicting Foreign Exchange Arbitrage

Finance & Commerce

Amy Yixiao Wang, Stefan Johann Huber

[report] [poster]

A Machine Learning Approach to Assess Education Policies in Brazil

Finance & Commerce

Alexandre Simoes Gomes Junior

[report] [poster]

Airbnb Price Estimation

General Machine Learning

Liubov Nikolenko, Hoormazd Rezaei, Pouya Rezazadeh Kalehbasti

[report] [poster]

Quick, Draw! Doodle Recognition using Generative Learning Algorithms

General Machine Learning

Kristine Guo, James WoMa, Eric Xu

[report] [poster]

Analysis of Code Submissions in Competitive Programming Contests

General Machine Learning

Wenli Looi

[report] [poster]

Defending the First-Order: Using Reluplex to Verify the Adversarial Robustness of Neural Networks to White Box Attacks

Theory and Reinforcement Learning

Adam Pahlavan, Daniel Lee, Justin Rose

[report] [poster]

How real is real? Quantitative and Qualitative comparison of GANs and supervised-learning classifiers.

General Machine Learning

Jacqueline Yau, Riccardo Verzeni

[report] [poster]

Using Census Data to Predict Solar Panel Density

General Machine Learning

Jeremy Chen, Eddie Sun, Brett Szalapski

[report] [poster]

Pump it or Leave it? A Water Resource Evaluation in Sub-Saharan Africa

General Machine Learning

Marios Galanis, Jacqueline Fortin Flefil, Vladimir Kozlow

[report] [poster]

FAD: Fairness through Adversarial Discrimination

General Machine Learning

Alexandra Henzinger, Justin Chen

[report] [poster]

Determining Education Success Factors

General Machine Learning

Manisha Basak, Zoe Pacalin, IpChun Chan

[report] [poster]

Classifying Spam using URLs

General Machine Learning

Di Ai

[report] [poster]

Predicting Conference Paper Acceptance

General Machine Learning

William Jen, Shichang Zhang, Munyu Chen

[report] [poster]

Epsilon : Auto-triaging JIRA

General Machine Learning

Yonatan Feleke, Ashok Poothiyot, Gurkanwal Brar

[report] [poster]

Discover LinkedIn Job Seeker's Commute Preference

General Machine Learning

Dianxia Yang

[report] [poster]

Sentiment Analysis for Amazon Reviews

General Machine Learning

Wanliang Tan, Xinyu Wang, Xinyu Xu

[report] [poster]

Analyzing the Spread of Fake News Across Networks

General Machine Learning

Neel Ramachandran, Meghana Rao, Anika Raghuvanshi

[report] [poster]

PUBG: A Guide To Free Chicken Dinner

General Machine Learning

Wenxin Wei, Yang Li, Xin Lu

[report] [poster]

Personalized Movie Recommendation System

General Machine Learning

Shujia Liang, Lily Liu, Tianyi Liu

[report] [poster]

Utilizing Latent Embeddings of Wikipedia Articles toPredict Poverty

General Machine Learning

Evan Sheehan, Chenlin Meng, Zaid Nabulsi

[report] [poster]

Hyperbolic Representation Learning for Real-World Networks

General Machine Learning

Manan Shah, Sagar Maheshwari

[report] [poster]

Tichu game outcome prediction

General Machine Learning

Hung-I Yang

[report] [poster]

The Disaggregated Energy Committee

General Machine Learning

Fred Lu, Samir Sen

[report] [poster]

Predicting Correctness of Protein Complex Binding Orientations

Life Sciences

Kaylie Zhu, Sarah Gurev, Nidhi Manoj

[report] [poster]

Isolating single cell types from co-culture flow cytometry experiments using automated n-dimensional gating for CAR T-based cancer immunotherapy

Life Sciences

Victor Tieu

[report] [poster]

Identifying Transcription Unit Structure from Rend Sequencing Data

Life Sciences

Travis Horst

[report] [poster]

Early Stage Cancer Detector: Identifying Future Lymphoma cases using Genomics Data

Life Sciences

Ayush Agrawal, Sai Anurag Modalavalasa, Sarah Egler

[report] [poster]

Large-scale Protein Atlas Compartmentalization Analysis

Life Sciences

Zijian Zhang, Wen Zhou, Kuangcong Liu

[report] [poster]

Predicting Protein Interactions of Intrinsically Disordered Protein Regions

Life Sciences

Benjamin Yeh

[report] [poster]

Res2Vec: Amino acid vector embeddings from 3d-protein structure

Life Sciences

Tyler Shimko, Scott Longwell

[report] [poster]

Predicting the Survivability of Breast Cancer Patients after Neoadjuvant Chemotherapy Using Machine Learning

Life Sciences

Linda Banh, Preston Ng, Robel Daniel

[report] [poster]

Machine Learning for Disease Progression

Life Sciences

Yong Deng, Xuxin Huang, Guanyang Wang

[report] [poster]

Predicting Gene Function Using SVMs and Bayesian Networks

Life Sciences

Laura Miron, Benoit Pit--Claudel

[report] [poster]

Painless Prognosis of Myasthenia Gravis using Machine Learning

Life Sciences

Abhishek Tapadar, Asherin Anto George

[report] [poster]

Classifying Treatment Effectiveness in Chronic Recurrent Multifocal Osteomyelitis from MRIs

Life Sciences

Anna Merkoulovitch, Zach Wener-Fligner

[report] [poster]

School-Specific Estimates of Returns to Increased Education Spending in Massachusetts

Life Sciences

Isaac Kasevich, Zane Kashner, Ethan Oro

[report] [poster]

Short Answer auto grader

Natural Language

Ashwin Agrawal, Pranjal Patil

[report] [poster]

Classification of News Dataset

Natural Language

Olga Fuks

[report] [poster]

Hybrid Distributional and Definitional Word Vectors

Natural Language

Ranjani Iyer, Haiyuan Mei

[report] [poster]

Text Complexity

Natural Language

Tyler Yep, Harry Sha

[report] [poster]

Food χ: Building a Recommendation System for Chinese Dishes

Natural Language

Yiting Ji, Yu Zeng, Yogi Huang

[report] [poster]

Attribute extraction from eCommerce product descriptions

Natural Language

Mikhail Sidorov

[report] [poster]

Fine-grained Sentiment Analysis User Reviews in Chinese

Natural Language

Suofei Feng, Eziz Durdyev

[report] [poster]

Improving Context-Aware Semantic Relationships in Sparse Mobile Datasets

Natural Language

Peter Hansel, Nik Marda, William Yin

[report] [poster]

Machine Learning techniques in optimization of design of flexible circuits

Physical Sciences

Ren Gibbons, Prajwal.K.A

[report] [poster]

Early prediction of battery lifetime

Physical Sciences

Peter Attia, Marc Deetjen, Jeremy Witmer

[report] [poster]

A data-driven approach for predicting elastic properties of inorganic materials

Physical Sciences

Camila Cendra

[report] [poster]

AI for Scientific Discovery

Physical Sciences

Anthony Corso

[report] [poster]

Analyzing Wildfire Dynamics in Northern California

Physical Sciences

Caroline Famiglietti, Natan Holtzman, Jake Campolo

[report] [poster]

Learning a Low-Level Motor Controller for UAVs

Physical Sciences

Joseph Lorenzetti

[report] [poster]

Generation of thin-film optical devices with variational auto-encoding

Physical Sciences

John Roberts

[report] [poster]

Learning Chemistry, Moment by Moment

Physical Sciences

Allegra Latimer, Colin Dickens

[report] [poster]

Machine Learning for Materials Band Gap Prediction

Physical Sciences

Ilan Rosen, Jacob Marks

[report] [poster]

Bismuth Vanadate (111) facet detection

Physical Sciences

Zixi Liu, Wanling Liu, Jiyao Yuan

[report] [poster]

Reducing the ATHENA WFI background

Physical Sciences

Xuehao Ding

[report] [poster]

AI is the New Electricity

Physical Sciences

Shagun Goel, Kevin Hu

[report] [poster]

Clustering Reduced Order Models for Computational Fluid Dynamics

Physical Sciences

Gabriele Boncoraglio, Forest Fraser

[report] [poster]

Residential Electric Vehicle Charging Characterization via Behavior Identification, Vehicle Classification, and Load Forecasting

Physical Sciences

Justin Luke, Robert Spragg, Antonio Aguilar

[report] [poster]

Reconstructing porous media using generative adversarial networks

Physical Sciences

Kelly Guan, Timothy Anderson

[report] [poster]

Multi-Objective Autonomous Spacecraft Motion Planning around Near-Earth Asteroids using Machine Learning

Physical Sciences

Tommaso Guffanti

[report] [poster]

Appliance-level Residential Consumer Segmentation from Smart Meter Data

Physical Sciences

Lily Buechler, Zonghe Chua

[report] [poster]

Pulse Characterization from Raw Data for CDMS

Physical Sciences

Francesco Insulla, Chris Stanford

[report] [poster]

A generative model for computing electromagnetic field solutions

Physical Sciences

Ben Bartlett

[report] [poster]

Mood and Neurological Disorder Prediction using Head Movement Data during Virtual Reality Experience

Precision Mental Health

Cooper Raterink, John Hewitt, Sarah Ciresi

[report] [poster]

Re-Evolutionary Algorithms

Theory & Reinforcement Learning

Fatma Tlili , Kaushik Ram, Devang Agrawal

[report] [poster]

Applying deep Q learning/policy gradient to Lunar Lander and the stock market

Theory & Reinforcement Learning

Caitlin Stanton, Beite Zhu

[report] [poster]

Deep Cue Learning: A Reinforcement Learning Agent for Playing Pool

Theory & Reinforcement Learning

Peiyu Liao, Nick Landy, Noah Katz

[report] [poster]

Defending Against Adversarial Attacks on Facial Recognition Models

Theory & Reinforcement Learning

Michael Karr, Andrew Milich

[report] [poster]

Policy Optimization Methods in Reinforcement Learning

Theory & Reinforcement Learning

Jennifer She

[report] [poster]

Adversarial Models of Reality (AMoRe)

Theory & Reinforcement Learning

Eric Zelikman, Nathan Schager

[report] [poster]

Caesar's Taxi Prediction Service

Transportation

Paul Jolly, Varun Nambiar, Boxiao Pan

[report] [poster]

Applied Reinforcement Learning in Ads Bidding Optimization

Theory & Reinforcement Learning

Ying Chen

[report] [poster]

Product Categorization from Label Clustering

Finance

Alexandra Porter, Alexander Rickman, Alexander Friedman

[report] [poster]

Fraud detection using machine learning

General machine learning

Aditya Oza

[report] [poster]

Explore Co-clustering on Job Applications

General Machine Learning

Qingyun Wan

[report] [poster]

Predict optimized treatment for depression

Life Sciences

Minakshi Mukherjee, Suvasis Mukherjee

[report] [poster]

Where is the Chef From?

General Machine Learning

Manish Pandit, Hermann Qiu, Annie Pitkin

[report] [poster]

Uplift Modeling

Learning Customer Relationship Management

Rishabh Kumar, Akshay Kumar

[report] [poster]

End Mark Prediction?

Natural Language

Eric Martin, Jonathan Zwiebel

[report] [poster]

Generating Target-oriented Regulatory Sequence

Life Sciences

Nic Fishman

[report] [poster]